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Characteristics of radio-frequency magnetron sputtering with Ag target operated near the electron series resonance oscillation
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作者 Chao YE 《Plasma Science and Technology》 2025年第3期111-117,共7页
The discharge and plasma characteristics of Ag magnetron sputtering discharge operated near the electron series resonance(ESR)oscillation,which was excited using the driving frequency of 27.12 MHz,was investigated.The... The discharge and plasma characteristics of Ag magnetron sputtering discharge operated near the electron series resonance(ESR)oscillation,which was excited using the driving frequency of 27.12 MHz,was investigated.The imaginary part of impedance was found to undergo a transition from capacitive to inductive on varying radio-frequency(RF)power,and the conditions for the ESR excitation were satisfied.The current–voltage(I–V)characteristic of discharge showed that the lower discharge voltage with higher current was an important feature of RF magnetron sputtering operated near the ESR oscillation,which was caused by the small impedance Z originated from the mutual compensation between the sheath capacitive reactance and the plasma inductive reactance.The higher electron temperature,ion flux density and ion energy as well as the moderate electron density were obtained.The interaction of higher energy ions on substrate surface improved the crystallographic quality of Ag films.Therefore,the 27.12 MHz magnetron sputtering operated near the ESR oscillation has better deposition characteristics than that of commercial 13.56 MHz RF magnetron sputtering. 展开更多
关键词 electron series resonance magnetron sputtering radio-frequency discharge
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Site index determination using a time series of airborne laser scanning data
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作者 Maria Åsnes Moan Ole Martin Bollandsås +4 位作者 Svetlana Saarela Terje Gobakken Erik Næsset Hans Ole Ørka Lennart Noordermeer 《Forest Ecosystems》 2025年第1期93-103,共11页
Site index(SI)is determined from the top height development and is a proxy for forest productivity,defined as the expected top height for a given species at a certain index age.In Norway,an index age of 40 years is us... Site index(SI)is determined from the top height development and is a proxy for forest productivity,defined as the expected top height for a given species at a certain index age.In Norway,an index age of 40 years is used.By using bi-temporal airborne laser scanning(ALS)data,SI can be determined using models estimated from SI observed on field plots(the direct approach)or from predicted top heights at two points in time(the height differential approach).Time series of ALS data may enhance SI determination compared to conventional methods used in operational forest inventory by providing more detailed information about the top height development.We used longitudinal data comprising spatially consistent field and ALS data collected from training plots in 1999,2010,and 2022 to determine SI using the direct and height differential approaches using all combinations of years and performed an external validation.We also evaluated the use of data assimilation.Values of root mean square error obtained from external validation were in the ranges of 16.3%–21.4%and 12.8%–20.6%of the mean fieldregistered SI for the direct approach and the height differential approach,respectively.There were no statistically significant effects of time series length or the number of points in time on the obtained accuracies.Data assimilation did not result in any substantial improvement in the obtained accuracies.Although a time series of ALS data did not yield greater accuracies compared to using only two points in time,a larger proportion of the study area could be used in ALS-based determination of SI when a time series was available.This was because areas that were unsuitable for SI determination between two points in time could be subject to SI determination based on data from another part of the time series. 展开更多
关键词 Site index Time series Airborne laser scanning Direct approach Height differential approach Data assimilation
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CNN-LSTM based incremental attention mechanism enabled phase-space reconstruction for chaotic time series prediction 被引量:1
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作者 Xiao-Qian Lu Jun Tian +2 位作者 Qiang Liao Zheng-Wu Xu Lu Gan 《Journal of Electronic Science and Technology》 EI CAS CSCD 2024年第2期77-90,共14页
To improve the prediction accuracy of chaotic time series and reconstruct a more reasonable phase space structure of the prediction network,we propose a convolutional neural network-long short-term memory(CNN-LSTM)pre... To improve the prediction accuracy of chaotic time series and reconstruct a more reasonable phase space structure of the prediction network,we propose a convolutional neural network-long short-term memory(CNN-LSTM)prediction model based on the incremental attention mechanism.Firstly,a traversal search is conducted through the traversal layer for finite parameters in the phase space.Then,an incremental attention layer is utilized for parameter judgment based on the dimension weight criteria(DWC).The phase space parameters that best meet DWC are selected and fed into the input layer.Finally,the constructed CNN-LSTM network extracts spatio-temporal features and provides the final prediction results.The model is verified using Logistic,Lorenz,and sunspot chaotic time series,and the performance is compared from the two dimensions of prediction accuracy and network phase space structure.Additionally,the CNN-LSTM network based on incremental attention is compared with long short-term memory(LSTM),convolutional neural network(CNN),recurrent neural network(RNN),and support vector regression(SVR)for prediction accuracy.The experiment results indicate that the proposed composite network model possesses enhanced capability in extracting temporal features and achieves higher prediction accuracy.Also,the algorithm to estimate the phase space parameter is compared with the traditional CAO,false nearest neighbor,and C-C,three typical methods for determining the chaotic phase space parameters.The experiments reveal that the phase space parameter estimation algorithm based on the incremental attention mechanism is superior in prediction accuracy compared with the traditional phase space reconstruction method in five networks,including CNN-LSTM,LSTM,CNN,RNN,and SVR. 展开更多
关键词 Chaotic time series Incremental attention mechanism Phase-space reconstruction
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Reservoir characteristics and formation model of Upper Carboniferous bauxite series in eastern Ordos Basin,NW China 被引量:1
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作者 LI Yong WANG Zhuangsen +2 位作者 SHAO Longyi GONG Jiaxun WU Peng 《Petroleum Exploration and Development》 SCIE 2024年第1期44-53,共10页
Through core observation,thin section identification,X-ray diffraction analysis,scanning electron microscopy,and low-temperature nitrogen adsorption and isothermal adsorption experiments,the lithology and pore charact... Through core observation,thin section identification,X-ray diffraction analysis,scanning electron microscopy,and low-temperature nitrogen adsorption and isothermal adsorption experiments,the lithology and pore characteristics of the Upper Carboniferous bauxite series in eastern Ordos Basin were analyzed to reveal the formation and evolution process of the bauxite reservoirs.A petrological nomenclature and classification scheme for bauxitic rocks based on three units(aluminum hydroxides,iron minerals and clay minerals)is proposed.It is found that bauxitic mudstone is in the form of dense massive and clastic structures,while the(clayey)bauxite is of dense massive,pisolite,oolite,porous soil and clastic structures.Both bauxitic mudstone and bauxite reservoirs develop dissolution pores,intercrystalline pores,and microfractures as the dominant gas storage space,with the porosity less than 10% and mesopores in dominance.The bauxite series in the North China Craton can be divided into five sections,i.e.,ferrilite(Shanxi-style iron ore,section A),bauxitic mudstone(section B),bauxite(section C),bauxite mudstone(debris-containing,section D)and dark mudstone-coal section(section E).The burrow/funnel filling,lenticular,layered/massive bauxite deposits occur separately in the karst platforms,gentle slopes and low-lying areas.The karst platforms and gentle slopes are conducive to surface water leaching,with strong karstification,well-developed pores,large reservoir thickness and good physical properties,but poor strata continuity.The low-lying areas have poor physical properties but relatively continuous and stable reservoirs.The gas enrichment in bauxites is jointly controlled by source rock,reservoir rock and fractures.This recognition provides geological basis for the exploration and development of natural gas in the Upper Carboniferous in the study area and similar bauxite systems. 展开更多
关键词 North China Craton eastern Ordos Basin Upper Carboniferous bauxite series reservoir characteristics formation model gas accumulation
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A novel framework for predicting non-stationary production time series of shale gas based on BiLSTM-RF-MPA deep fusion model
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作者 Bin Liang Jiang Liu +4 位作者 Li-Xia Kang Ke Jiang Jun-Yu You Hoonyoung Jeong Zhan Meng 《Petroleum Science》 SCIE EI CAS CSCD 2024年第5期3326-3339,共14页
Shale gas, as an environmentally friendly fossil energy resource, has gained significant commercial development and shows immense potential. However, accurately predicting shale gas production faces substantial challe... Shale gas, as an environmentally friendly fossil energy resource, has gained significant commercial development and shows immense potential. However, accurately predicting shale gas production faces substantial challenges due to the complex law of decline, nonlinear and non-stationary features in production data, which greatly repair the robustness of current models in predicting shale gas production time series. To address these challenges and improve accuracy in production forecasting, this paper introduces a novel and innovative approach: a hybrid proxy model that combines the bidirectional long short-term memory(BiLSTM) neural network and random forest(RF) through deep learning. The BiLSTM neural network is adept at capturing long-term dependencies, making it suitable for understanding the intricate relationships between input and output variables in shale gas production.On the other hand, RF serves a dual purpose: reducing model variance and addressing the concept drift problem that arises in non-stationary time series predictions made by BiLSTM. By integrating these two models, the hybrid approach effectively captures the inherent dependencies present in long and nonstationary production time series, thereby reducing model uncertainty. Furthermore, the combination of BiLSTM and RF is optimized using the recently-proposed marine predators algorithm(MPA) to fine-tune hyperparameters and enhance the overall performance of the proxy model. The results demonstrate that the proposed BiLSTM-RF-MPA model achieves higher prediction accuracy and demonstrates stronger generalization capabilities by effectively handling the complex nonlinear and non-stationary characteristics of shale gas production time series. Compared to other models such as LSTM, BiLSTM, and RF, the proposed model exhibits superior fitting and prediction performance, with an average improvement in performance indicators exceeding 20%. This innovative framework provides valuable insights for forecasting the complex production performance of unconventional oil and gas reservoirs, which sheds light on the development of data-driven proxy models in the field of subsurface energy utilization. 展开更多
关键词 Production forecasting Shale gas BiLSTM-RF-MPA model Nonstationary production time series Deep learning
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The changes in soil organic carbon stock and quality across a subalpine forest successional series
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作者 Fei Li Zhihui Wang +3 位作者 Jianfeng Hou Xuqing Li Dan Wang Wanqin Yang 《Forest Ecosystems》 SCIE CSCD 2024年第4期423-433,共11页
Soil organic carbon(SOC)affects the function of terrestrial ecosystem and plays a vital role in global carbon cycle.Yet,large uncertainty still existed regarding the changes in SOC stock and quality with forest succes... Soil organic carbon(SOC)affects the function of terrestrial ecosystem and plays a vital role in global carbon cycle.Yet,large uncertainty still existed regarding the changes in SOC stock and quality with forest succession.Here,the stock and quality of SOC at 1-m soil profile were investigated across a subalpine forest series,including shrub,deciduous broad-leaved forest,broadleaf-conifer mixed forest,middle-age coniferous forest and mature coniferous forest,which located at southeast of Tibetan Plateau.The results showed that SOC stock ranged from 9.8 to29.9 kg·m^(-2),and exhibited a hump-shaped response pattern across the forest successional series.The highest and lowest SOC stock was observed in the mixed forest and shrub forest,respectively.The SOC stock had no significant relationships with soil temperature and litter stock,but was positively correlated with wood debris stock.Meanwhile,the average percentages of polysaccharides,lignins,aromatics and aliphatics based on FTIR spectroscopy were 79.89%,0.94%,18.87%and 0.29%,respectively.Furthermore,the percentage of polysaccharides exhibited an increasing pattern across the forest successional series except for the sudden decreasing in the mixed forest,while the proportions of lignins,aromatics and aliphatics exhibited a decreasing pattern across the forest successional series except for the sudden increasing in the mixed forest.Consequently,the humification indices(HIs)were highest in the mixed forest compared to the other four successional stages,which means that the SOC quality in mixed forest was worse than other successional stages.In addition,the SOC stock,recalcitrant fractions and HIs decreased with increasing soil depth,while the polysaccharides exhibited an increasing pattern.These findings demonstrate that the mixed forest had higher SOC stock and worse SOC quality than other successional stages.The high proportion of SOC stock(66%at depth of 20-100 cm)and better SOC quality(lower HIs)indicate that deep soil have tremendous potential to store SOC and needs more attention under global chan ge. 展开更多
关键词 Forest successional series Soil organic cubon stock Molecular composition Humification indices Soil organic carbon quality
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Main controlling factors and exploration enlightenment of aluminous rock series gas reservoirs in Ordos Basin,NW China
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作者 ZHANG Lei CAO Qian +7 位作者 ZHANG Caili ZHANG Jianwu WEI Jiayi LI Han WANG Xingjian PAN Xing YAN Ting QUAN Haiqi 《Petroleum Exploration and Development》 SCIE 2024年第3期621-633,共13页
Based on the data of outcrop,core,logging,gas testing,and experiments,the natural gas accumulation and aluminous rock mineralization integrated research was adopted to analyze the controlling factors of aluminous rock... Based on the data of outcrop,core,logging,gas testing,and experiments,the natural gas accumulation and aluminous rock mineralization integrated research was adopted to analyze the controlling factors of aluminous rock series effective reservoirs in the Ordos Basin,NW China,as well as the configuration of coal-measure source rocks and aluminous rock series reservoirs.A natural gas accumulation model was constructed to evaluate the gas exploration potential of aluminous rock series under coal seam in the basin.The effective reservoirs of aluminous rock series in the Ordos Basin are composed of honeycomb-shaped bauxites with porous residual pisolitic and detrital structures,with the diasporite content of greater than 80%and dissolved pores as the main storage space.The bauxite reservoirs are formed under a model that planation controls the material supply,karst paleogeomorphology controls diagenesis,and land surface leaching improves reservoir quality.The hot humid climate and sea level changes in the Late Carboniferous–Early Permian dominated the development of a typical coal-aluminum-iron three-stage stratigraphic structure.The natural gas generated by the extensive hydrocarbon generation of coal-measure source rocks was accumulated in aluminous rock series under the coal seam,indicating a model of hydrocarbon accumulation under the source.During the Upper Carboniferous–Lower Permian,the relatively low-lying area on the edge of an ancient land or island in the North China landmass was developed.The gas reservoirs of aluminous rock series,which are clustered at multiple points in lenticular shape,are important new natural gas exploration fields with great potential in the Upper Paleozoic of North China Craton. 展开更多
关键词 Ordos Basin Carboniferous Benxi Formation Permian Taiyuan Formation aluminous rock series coal-aluminum-iron three-stage stratigraphic structure hydrocarbon accumulation under source
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Bayesian and Multiple Bayesian Analysis of the Reliability Performances for Series System with Cold Standby Units 被引量:2
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作者 许勇 康会光 师义民 《Chinese Quarterly Journal of Mathematics》 CSCD 2002年第2期26-30,共5页
By using Bayesian and multiple Bayesian method, the failure probability, reliability and mean time to failure(MTTF) of series system with cold standby units are estimated. At last, we compare the two estimators by mea... By using Bayesian and multiple Bayesian method, the failure probability, reliability and mean time to failure(MTTF) of series system with cold standby units are estimated. At last, we compare the two estimators by means of Monte_Carlo simulation. 展开更多
关键词 ESTIMATION multiple Bayes reliability performance series system cold standby
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I/A Series系统在石化空气分离车间中的应用 被引量:3
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作者 张宇 黄道 《中南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2003年第z1期259-263,共5页
讨论了基于工业现场总线的集散控制系统FoxboroI/A Series组态技术的发展、特点和应用范围.研究了实施于炼油厂空分段过程控制时现场总线控制系统的设计、组态,利用先进控制算法完善了回路控制,将其与传统控制技术比较,阐述了其优越性.
关键词 工业现场总线 先进控制算法 DCS I/A series
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基于TimeSeries-Markov模型的煤矿瓦斯事故起数预测 被引量:8
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作者 王玉丽 袁梅 +3 位作者 李闯 许石青 杨萌萌 徐林 《中国矿业》 北大核心 2017年第12期179-183,共5页
本文以2001~2016年我国煤矿瓦斯事故起数为基础,利用时间序列预测模型及改进马尔科夫预测模型分别预测了2001~2010年、2001~2011年、…及2001~2015年中各年瓦斯事故起数,并计算了其相对误差。其中,TS分别计算的上述六组值的相对误差平... 本文以2001~2016年我国煤矿瓦斯事故起数为基础,利用时间序列预测模型及改进马尔科夫预测模型分别预测了2001~2010年、2001~2011年、…及2001~2015年中各年瓦斯事故起数,并计算了其相对误差。其中,TS分别计算的上述六组值的相对误差平均值在18.72%~23.4%之间,而TSM计算的对应值为5.79%~7.09%,且TSM的预测值的波动趋势更符合真实情况。将上述两种模型分别预测后计算的2011~2016各年瓦斯事故发生起数的相对误差进行线性拟合,发现TSM的预测精度更高。因此,用TSM预测煤矿瓦斯事故起数比用TS预测更可靠,这也间接反映了TSM比TS更多地考虑了因素的近期状况对预测值的影响。最后,用此法预测了2017~2020年我国煤矿瓦斯事故起数,其依次为6起、7起、6起及4起。 展开更多
关键词 时间序列预测模型 马尔科夫预测模型 煤矿 瓦斯事故
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X Series Ⅱ型电感耦合等离子体质谱仪的故障解析 被引量:4
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作者 张庸 闫秀芬 +6 位作者 杨丽 詹秀嫣 孙莹 苗峰 夏冬 刘畅 苏莉 《理化检验(化学分册)》 CSCD 北大核心 2014年第7期903-905,共3页
电感耦合等离子体质谱仪(ICP-MS)是最有冲击力的分析技术,广泛应用于地质、环境、冶金、生物、医学、工业等多个领域[1]。由于该技术是电感耦合等离子体发射光谱仪与火花源质谱仪核心技术的结合体,构成复杂。虽然目前各厂家的产品已日... 电感耦合等离子体质谱仪(ICP-MS)是最有冲击力的分析技术,广泛应用于地质、环境、冶金、生物、医学、工业等多个领域[1]。由于该技术是电感耦合等离子体发射光谱仪与火花源质谱仪核心技术的结合体,构成复杂。虽然目前各厂家的产品已日趋小型化、精密化,但对于新手而言,操作与维护还是相对困难,往往遇到故障就会停机等待,严重降低了使用效率。国内有关电感耦合等离子体质谱仪维修已有文献[2-4]报道,但主要着眼于局部的故障。 展开更多
关键词 X series 控制模块 精密化 内锁 分析技术 真空管路 压力传感器 气路 电磁阀 真空规
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Modeling Nonstationary Time Series for Gyroscopic Drift Analysing 被引量:1
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作者 杨位钦 姜宏 《Journal of Beijing Institute of Technology》 EI CAS 1995年第1期6+1-6,共7页
A state space aproach for modeling nonstationary time series is employed in analysing gyro transient process. Based on the concept of smoothness priors constraint, the overall model is using the Kalman filter and Akai... A state space aproach for modeling nonstationary time series is employed in analysing gyro transient process. Based on the concept of smoothness priors constraint, the overall model is using the Kalman filter and Akaike's AIC criterion.Some numerical results of gyro drift models are obtained for analysis of gyro system. As the trend and irregular components of the observed time series can be modeled simultaneously, it is statistically more accurate and efficient than that modeled separately. 展开更多
关键词 state spaces gyroscopic drift Kalman filter/nonstationary time series.
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SA SIGNAL TIME SERIES ANALYSIS 被引量:1
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作者 赵剡 王壬林 《兵工学报》 EI CAS CSCD 北大核心 2000年第1期-,共3页
分析了进行GPS SA研究的必要性,选择Trimble公司的Model 4000RL GPS接收机于定点采集数据,通过定位计算和时钟偏移滤波相结合的方法分离SA信号,经检验指出SA信号基本是零均值的平稳随机过程,并具有ARMA(3,2)的结构,对200个模型参数的频... 分析了进行GPS SA研究的必要性,选择Trimble公司的Model 4000RL GPS接收机于定点采集数据,通过定位计算和时钟偏移滤波相结合的方法分离SA信号,经检验指出SA信号基本是零均值的平稳随机过程,并具有ARMA(3,2)的结构,对200个模型参数的频域和时域的分析,认为所有模型都是稳定的,进行预测和滤波将是收敛的。 展开更多
关键词 GPS SA 时间序列 ARMA 定位 滤波 建模 SA SIGNAL TIME series ANALYSIS ZHAO Yan WANG Renlin
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HYBRID EXCITATION CLAW-POLE SYNCHRONOUS GENERATOR WITH MAGNETIC CIRCUIT SERIES CONNECTION
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作者 赵朝会 秦海鸿 严仰光 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2009年第1期44-51,共8页
To solve the low efficiency of electric excitation claw-pole synchronous generator(EECPSG) and regulate the magnetic field of permanent magnet (PM) claw-pole synchronous generator(PMCPSG), a novel hybrid excitat... To solve the low efficiency of electric excitation claw-pole synchronous generator(EECPSG) and regulate the magnetic field of permanent magnet (PM) claw-pole synchronous generator(PMCPSG), a novel hybrid excitation claw-pole synchronous generator (HECPSG)with magnetic circuit series connection is proposed. Through the simulation study on the generator using the calculation method for magnetic circuit and 3-D finite element method (FEA), the appropriate magnet thickness and the number of pole-pairs for the proposed generator are determined. Its off-loading characteristics, load characteristics, and regulation behaviors are investigated. The study shows that the appropriate number of pole-pairs in HECPSG with series magnetic circuits is two, and there exists an optimum magnet thickness. Compared to EECPSG, HECPSG realizes dual-directional control to the excitation current. Moreover, the generator can adjust the output voltage and keep the output voltage stable in a broad load range. Under the condition of same parametes, the motor has higer air-gap flux density and power density. 展开更多
关键词 GENERATOR series connection hybrid excitation claw-pole machine
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基于Symbian OS的Series 60手机课程管理系统开发
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作者 毕俊蕾 李致远 《郑州轻工业学院学报(自然科学版)》 CAS 2009年第6期66-69,共4页
针对传统课程管理模式下学生效率低下的问题,在Symbian OS的Series 60模拟器上,开发了手机课程管理系统,并把其成功移植到诺基亚7610上.实验证明,该系统能够正确实现课程的添加、修改、查询、删除及提醒功能,与传统的课程管理模式相比,... 针对传统课程管理模式下学生效率低下的问题,在Symbian OS的Series 60模拟器上,开发了手机课程管理系统,并把其成功移植到诺基亚7610上.实验证明,该系统能够正确实现课程的添加、修改、查询、删除及提醒功能,与传统的课程管理模式相比,效率大大提高. 展开更多
关键词 智能手机 SYMBIAN series 60 课程管理系统 可移植性
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Modular Transformation Formula for Certain Series
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作者 焦荣政 朱小林 《Chinese Quarterly Journal of Mathematics》 CSCD 2001年第2期94-97,共4页
In this paper we correct a transformation formula given by T.M.Apostol in reference [1]. Using this formula, we get an estimation of ζ(3).
关键词 series modular transformation Bernoulli polynomial zeta_function RESIDUE
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基于Taylor Series-LQR复合策略的双关节机械臂时滞补偿控制 被引量:1
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作者 陈士安 刘金裕 《电子器件》 CAS 北大核心 2023年第3期752-757,共6页
为解决时滞导致的颤振问题,提出了一种基于Taylor Series-LQR(Linear Quadratic Regulator)复合策略的双关节机械臂时滞补偿控制方法。首先,利用两个一阶泰勒级数分别构建基于两机械臂当前理想控制力预测下一时滞时刻的理想控制力的预... 为解决时滞导致的颤振问题,提出了一种基于Taylor Series-LQR(Linear Quadratic Regulator)复合策略的双关节机械臂时滞补偿控制方法。首先,利用两个一阶泰勒级数分别构建基于两机械臂当前理想控制力预测下一时滞时刻的理想控制力的预测方程;然后,利用这两个预测方程对描述双关节机械臂运动的状态方程进行扩展;最后,根据LQR控制策略设计时滞补偿预测控制器求取预测控制力。应用结果显示,随着时滞的变大,使用无补偿措施的LQR控制器的双关节机械臂的颤振逐渐增大,并最终走向运动发散,而使用Taylor Series-LQR时滞补偿预测控制器的双关节机械臂在较大时滞范围内均能稳定跟踪期望轨迹而不产生颤振,说明Taylor Series-LQR复合策略具有良好的双关节机械臂时滞补偿效果。 展开更多
关键词 双关节机械臂 LQR 泰勒级数 时滞补偿
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Halin图和Series-Parallel图的动态色数 被引量:1
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作者 董桂香 许振宇 《山东科技大学学报(自然科学版)》 CAS 2005年第1期101-103,共3页
图的动态着色是BruceMontgomery于2001年引入的一个新概念。本文分别证明了Halin图和非5圈的Series Parallel图的动态色数都不超过4。
关键词 HALIN图 series—Parallel图 动态着色 动态色数
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ON GENERALIZED ORDERS AND GENERALIZED TYPES OF DIRICHLET SERIES IN THE RIGHT HALF-PLANE 被引量:15
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作者 霍颖莹 孔荫莹 《Acta Mathematica Scientia》 SCIE CSCD 2014年第1期175-182,共8页
In the paper, generalized orders and generalized types of Dirichlet series in the right half-plane are given. Some interesting relationships on maximum modulus, the maximum term and the coefficients of entire function... In the paper, generalized orders and generalized types of Dirichlet series in the right half-plane are given. Some interesting relationships on maximum modulus, the maximum term and the coefficients of entire function defined by Dirichlet series of in the right half-plane are obtained. 展开更多
关键词 Dirichlet series order type slow growth
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New prediction of chaotic time series based on local Lyapunov exponent 被引量:9
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作者 张勇 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第5期191-197,共7页
A new method of predicting chaotic time series is presented based on a local Lyapunov exponent, by quantitatively measuring the exponential rate of separation or attraction of two infinitely close trajectories in stat... A new method of predicting chaotic time series is presented based on a local Lyapunov exponent, by quantitatively measuring the exponential rate of separation or attraction of two infinitely close trajectories in state space. After recon- structing state space from one-dimensional chaotic time series, neighboring multiple-state vectors of the predicting point are selected to deduce the prediction formula by using the definition of the locaI Lyapunov exponent. Numerical simulations are carded out to test its effectiveness and verify its higher precision over two older methods. The effects of the number of referential state vectors and added noise on forecasting accuracy are also studied numerically. 展开更多
关键词 chaotic time series prediction of chaotic time series local Lyapunov exponent least squaresmethod
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